{"id":"W2175841039","doi":"10.5339/jlghs.2015.itma.21","title":"Effectiveness of helmets in preventing severe injuries in a setting with poorly enforced quality standards","year":2015,"lang":"en","type":"article","venue":"Journal of Local and Global Health Science","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Odds ratio; Injury prevention; Confidence interval; Poison control; Occupational safety and health; Head injury; Injury Severity Score; Suicide prevention; Emergency medicine; Human factors and ergonomics; Physical therapy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02332834,0.00006988952,0.0004399683,0.0001148424,0.00005145038,0.000005707157,0.00007144323,0.00004581236,0.000001303714],"category_scores_gemma":[0.0006491003,0.00004684705,0.00002788702,0.0005627207,0.0003559196,0.0002656893,0.00003282655,0.0002155761,9.480997e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004606118,"about_ca_system_score_gemma":0.002408949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945816,"about_ca_topic_score_gemma":0.0001131813,"domain_scores_codex":[0.9981312,0.0003960847,0.0006395928,0.0001264077,0.0004639347,0.0002428522],"domain_scores_gemma":[0.9988055,0.0001346077,0.0004473772,0.00005986724,0.0003583754,0.0001942599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004292022,0.000084813,0.9687663,0.0008470678,0.000007408715,0.0000164994,0.0004896013,0.0002949301,0.0001063579,0.001265028,0.0000162517,0.02381369],"study_design_scores_gemma":[0.001938394,0.002145561,0.9882257,0.002396947,0.000006725921,0.0002678049,0.0009216855,0.0001932497,0.0004114011,0.003428316,0.00001566848,0.00004857207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948695,0.0007111849,0.003458807,0.0004172781,0.00008461384,0.0001633143,0.000006752418,0.000002176645,0.0002864198],"genre_scores_gemma":[0.9982957,0.00002562745,0.001513334,0.0001457975,0.00001390528,8.269114e-7,4.471969e-7,0.000001351239,0.000002987356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02376512,"threshold_uncertainty_score":0.8085182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261336676504071,"score_gpt":0.4365695816820174,"score_spread":0.4104359140316103,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}